Paul’s learnings

Learn by taking
it apart.

Notes, experiments and small tools for understanding how things actually work. Start with the explanation. Change something. See where it breaks.

September 2026

Jev, Kev & the decision layer

What changes when a model picks from your options instead of writing an answer? Typed decisions, calibrated probabilities, unfamiliar labels and the software around them.

Hosted Jev / local-server Kev / clearly labelled illustrative examples. Actual browser Kev inference is not available in this edition.